From 4b9b497fd51ebc1d98ed747a9624f9511731b838 Mon Sep 17 00:00:00 2001 From: Felix Steghofer Date: Thu, 7 Dec 2017 14:37:40 +0100 Subject: [PATCH] complete flow possible?! --- src/DoresA/classify.py | 35 +- src/DoresA/config.py | 15 + src/DoresA/csv_tools.py | 67 +- src/DoresA/db_redis.py | 25 +- src/DoresA/domain.py | 16 +- src/DoresA/ip.py | 47 +- src/DoresA/requirements.txt | 11 +- src/DoresA/res/20170222_report.csv | 100 + ...ummary_febru--downloaded_from_myip_ms.xlsx | Bin 0 -> 90130 bytes src/DoresA/res/asns.json | 1 + src/DoresA/res/big.txt | 128457 +++++++++++++++ src/DoresA/res/howto_asns.txt | 6 + src/DoresA/scripts/get_hosting_asn.py | 41 + src/DoresA/spell.py | 51 + src/DoresA/train.py | 164 +- src/DoresA/ttl.py | 35 +- src/benchmarks/compare_days.sh | 18 +- todo.txt | 24 + 18 files changed, 128973 insertions(+), 140 deletions(-) create mode 100644 src/DoresA/config.py create mode 100644 src/DoresA/res/20170222_report.csv create mode 100644 src/DoresA/res/20170222_report_list_of_world_hosting_companies_135_000_companies_summary_febru--downloaded_from_myip_ms.xlsx create mode 100644 src/DoresA/res/asns.json create mode 100644 src/DoresA/res/big.txt create mode 100644 src/DoresA/res/howto_asns.txt create mode 100644 src/DoresA/scripts/get_hosting_asn.py create mode 100644 src/DoresA/spell.py create mode 100644 todo.txt diff --git a/src/DoresA/classify.py b/src/DoresA/classify.py index 407b3d0..ecbaf18 100644 --- a/src/DoresA/classify.py +++ b/src/DoresA/classify.py @@ -2,22 +2,43 @@ def load_whitelist(): filename = 'res/benign_domains.txt' - return open(filename).read().splitlines() + whitelist = [] + for item in open(filename).read().splitlines(): + if item not in whitelist: + whitelist.append(item) + return whitelist def load_blacklist(): filename = 'res/malicious_domains.txt' - return open(filename).read().splitlines() + blacklist = [] + for item in open(filename).read().splitlines(): + # eliminate duplicates. If domain both in white and black, + # do not add to black (as EXPOSURE is handling) + if item not in blacklist and item not in whitelist: + blacklist.append(item) + return blacklist + + +def is_malicious(domain): + return 1.0 if domain in blacklist else .0 -# TODO check if white and blacklists have to be stripped to tld (subdomains) -# TODO also check if subdomains are located in db def test(): - filter_list = load_whitelist() + print('blacklist length: ' + str(len(blacklist))) - for item in filter_list: - print(item.count('.')) + # dupes = [x for n, x in enumerate(whitelist) if x in whitelist[:n]] + # print(dupes) + # domain contained in both benign and malicious + # for domain in blacklist: + # if domain in whitelist: + # print(domain + ' found both in black and white') + pass + + +whitelist = load_whitelist() +blacklist = load_blacklist() if __name__ == "__main__": test() diff --git a/src/DoresA/config.py b/src/DoresA/config.py new file mode 100644 index 0000000..450bde7 --- /dev/null +++ b/src/DoresA/config.py @@ -0,0 +1,15 @@ +import datetime + +db_format_time = '%Y-%m-%d %H:%M:%S' +format_date = '%Y-%m-%d' +train_start = datetime.date(2017, 9, 1) +train_end = datetime.date(2017, 9, 7) + +analysis_start_date = datetime.date(2017, 9, 1) +analysis_days_amount = 7 +#pdns_logs_path = '/home/felix/pdns/' +pdns_logs_path = '/mnt/old/2017' + +# e.g. analysis_days = ['2017-04-07', '2017-04-08', '2017-04-09'] +analysis_days = [(analysis_start_date + datetime.timedelta(days=x)).strftime(format_date) for x in + range(analysis_days_amount)] diff --git a/src/DoresA/csv_tools.py b/src/DoresA/csv_tools.py index 11c7d43..6d76a90 100644 --- a/src/DoresA/csv_tools.py +++ b/src/DoresA/csv_tools.py @@ -2,26 +2,25 @@ import csv import gzip import glob import time -import datetime -import os +import config import logging import progressbar # import db_sql logger = logging.getLogger('csv') -logger.setLevel(logging.INFO) +logger.setLevel(logging.DEBUG) -analysis_start_date = datetime.date(2017, 9, 1) -analysis_days_amount = 7 -pdns_logs_path = '/home/felix/pdns/' +analysis_start_date = config.analysis_start_date +analysis_days_amount = config.analysis_days_amount +pdns_logs_path = config.pdns_logs_path # e.g. analysis_days = ['2017-04-07', '2017-04-08', '2017-04-09'] -analysis_days = [(analysis_start_date + datetime.timedelta(days=x)).strftime('%Y-%m-%d') for x in - range(analysis_days_amount)] +analysis_days = config.analysis_days def iterate_logs(): start = time.time() + logger.info('iterate logs: ' + str(start)) for day in range(analysis_days_amount): log_files_hour = get_log_files_for_hours_of_day(analysis_days[day]) @@ -34,33 +33,28 @@ def iterate_logs(): reader = csv.reader(file) for row in reader: - logger.info('loaded row: ' + str(row)) + logger.debug('loaded row: ' + str(row)) + logger.info('iterate logs duration: ' + str(time.time() - start) + 's') def serialize_logs_to_db(): - # check_duplicates() TODO readd start = time.time() print('starting analysis ' + str(start)) - distinct_ttl_count = {} - # everything = {} + # for log_file in ['data/pdns_capture.pc - # for log_file in ['data/pdns_capture.pcap-sgsgpdc0n9x-2017-04-07_00-00-02.csv.gz']: +# TODOap-sgsgpdc0n9x-2017-04-07_00-00-02.csv.gz']: for day in range(analysis_days_amount): log_files_hour = get_log_files_for_hours_of_day(analysis_days[day]) # everything[day] = {} - progress_bar = Bar(analysis_days[day], max=24) + progress_bar = progressbar.ProgressBar() - for hour in range(24): + for hour in progress_bar(range(24)): progress_bar.next() - # everything[day][hour] = {} for hour_files in log_files_hour[hour]: - # a bit faster, 10-15% (but pandas overhead) - # df = pandas.read_csv(log_file, compression='gzip', header=None) - # print(df.iloc[0]) with gzip.open(hour_files, 'rt', newline='') as file: reader = csv.reader(file) all_rows = list(reader) @@ -75,8 +69,6 @@ def serialize_logs_to_db(): # db_sql.mariadb_insert_log(log_entry) # # db_mongo.mongodb_insert_log(log_entry) - progress_bar.finish() - print('total duration: ' + str(time.time() - start) + 's') db_sql.close() @@ -87,20 +79,19 @@ def batch(iterable, n=1): yield iterable[ndx:min(ndx + n, length)] -def check_duplicates(): - days_cumulated = 0 - - for day in analysis_days: - days_cumulated += len(get_log_files_for_day(day)) - - all_logs = len(get_log_files_for_day('')) - - if days_cumulated != all_logs: - raise Exception('Log files inconsistency') +# def check_duplicates(): +# days_cumulated = 0 +# +# for day in analysis_days: +# days_cumulated += len(get_log_files_for_day(day)) +# +# all_logs = len(get_log_files_for_day('')) +# +# if days_cumulated != all_logs: +# raise Exception('Log files inconsistency') -# TODO -def get_log_files_for_range_of_day(date, minutes_range): +def get_log_files_for_range_of_day(date, minutes_range, gz=True): slot_files = {} slots_amount = int(1440 / minutes_range) @@ -109,21 +100,21 @@ def get_log_files_for_range_of_day(date, minutes_range): hours, minutes = divmod(total_mins, 60) time_range = '%02d-%02d' % (hours, minutes) - slot_files[slot] = 'data/*' + date + '_' + time_range + '*.csv.gz' + slot_files[slot] = 'data/*' + date + '_' + time_range + '*.csv' + ('.gz' if gz else '') -def get_log_files_for_hours_of_day(date): +def get_log_files_for_hours_of_day(date, gz=True): slot_files = {} slots_amount = 24 for slot in range(slots_amount): - slot_files[slot] = glob.glob(pdns_logs_path + '*' + date + '_' + ('%02d' % slot) + '*.csv.gz') + slot_files[slot] = glob.glob(pdns_logs_path + '*' + date + '_' + ('%02d' % slot) + '*.csv' + ('.gz' if gz else '')) return slot_files -def get_log_files_for_day(date): - log_files = 'data/*' + date + '*.csv.gz' +def get_log_files_for_day(date, gz=True): + log_files = 'data/*' + date + '*.csv.gz' + ('.gz' if gz else '') return glob.glob(log_files) diff --git a/src/DoresA/db_redis.py b/src/DoresA/db_redis.py index bd82708..1c52543 100644 --- a/src/DoresA/db_redis.py +++ b/src/DoresA/db_redis.py @@ -74,6 +74,25 @@ def get_stats_for_domain(rrname, rrtype='A'): logger.error(e) +def get_all_ips_for_domain(rrname): + redis_r = Redis(redis_host, port=redis_port_reverse) + + # remove trailing slash + rrname = rrname.rstrip('/') + rrtype = 'A' + + try: + all_ips = [] + for res in redis_r.smembers('r:{}:{}'.format(rrname, rrtype)): + ip = unpack('>L', res)[0] + ip = '.'.join([str(tuple) for tuple in ((ip & (0xff << 8 * i)) >> 8 * i for i in range(4))]) + all_ips.append(ip) + + return all_ips + except RedisError as e: + logger.error(e) + + def get_stats_for_ip(rdata): redis_v = Redis(redis_host, port=redis_port_4) @@ -104,8 +123,10 @@ def get_stats_for_ip(rdata): def test(): - asd = get_stats_for_domain('ZN015105.ppp.dion.ne.jp') - # asd = get_stats_for_ip('172.217.27.14') + # asd = get_stats_for_domain('ZN015105.ppp.dion.ne.jp') + # asd = get_all_ips_for_domain('google.de') + asd = get_stats_for_ip('172.217.27.14') + print(len(asd)) logger.info(asd) diff --git a/src/DoresA/domain.py b/src/DoresA/domain.py index 4983ebf..06e6469 100644 --- a/src/DoresA/domain.py +++ b/src/DoresA/domain.py @@ -1,13 +1,17 @@ -import enchant +# import enchant import numpy as np +import spell -# check if dictionary is installed: $aspell dicts (or enchant.list_languages() in python) +# check if dictionary is installed: $ aspell dicts (or enchant.list_languages() in python) # if not, check http://pythonhosted.org/pyenchant/tutorial.html -dictionary = enchant.Dict('en_US') +# dictionary = enchant.Dict('en_US') + +# TODO readd enchant?! def check_if_english_word(string): - return dictionary.check(string) + # return dictionary.check(string) + return spell.check(string) # TODO strip of protocol and TLD (if needed) @@ -19,7 +23,7 @@ def find_longest_meaningful_substring(string): for j in range(i+1, len(string)): if min_length <= (j + 1 - i) <= max_length: substring = string[i:j+1] - if dictionary.check(substring): + if check_if_english_word(substring): if len(match) < len(substring): match = substring return match @@ -32,7 +36,7 @@ def ratio_lms_to_fqdn(string): def test(): - print(ratio_lms_to_fqdn('www.google.de')) + print(ratio_lms_to_fqdn('www.hallo.de')) exit() diff --git a/src/DoresA/ip.py b/src/DoresA/ip.py index 76a1401..ba61003 100644 --- a/src/DoresA/ip.py +++ b/src/DoresA/ip.py @@ -1,15 +1,29 @@ import re import logging +import json from geoip2 import database, errors logger = logging.getLogger('ip') logger.setLevel(logging.DEBUG) +top_100_hosters = json.load(open('res/asns.json')) +top_100_hosters_asns = [] +for hoster in top_100_hosters.values(): + top_100_hosters_asns.extend(hoster['asns']) + +def is_hoster_ip(ip): + return str(get_isp_by_ip(ip)) in top_100_hosters_asns + + +# if specific country not available in database take continent instead def get_country_by_ip(ip): with database.Reader('res/GeoLite2-Country_20170905/GeoLite2-Country.mmdb') as reader: result = reader.country(ip) - return result.country.names['en'] + if not result.country: + return result.continent.geoname_id + else: + return result.country.geoname_id def get_isp_by_ip(ip): @@ -21,8 +35,35 @@ def get_isp_by_ip(ip): logger.debug('address not in isp database') +def ratio_ips_hoster(ips): + hosted = [] + not_hosted = [] + for ip in ips: + if is_hoster_ip(ip): + hosted.append(ip) + else: + not_hosted.append(ip) + return float(len(hosted)) / (len(hosted) + len(not_hosted)) + + +def ratio_ips_isp(ips): + known = [] + unknown = [] + for ip in ips: + if get_isp_by_ip(ip): + known.append(ip) + else: + unknown.append(ip) + return float(len(known)) / (len(known) + len(unknown)) + + def test(): - print(get_isp_by_ip('178.27.82.37')) + #print(is_hoster_ip('208.97.151.195')) + print(get_country_by_ip('80.146.228.87')) + # print(is_hoster_ip('8.8.8.8')) + # print(get_isp_by_ip('65.254.244.120')) + # print(ratio_ips_isp(['205.204.101.47', '198.11.132.53', '1.1.1.1'])) + pass # proudly taken from https://stackoverflow.com/questions/319279/how-to-validate-ip-address-in-python @@ 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